SYSTEMS FOR AUTOMATED IN SITU HYBRIDIZATION ANALYSIS

    公开(公告)号:US20240304006A1

    公开(公告)日:2024-09-12

    申请号:US18668118

    申请日:2024-05-17

    IPC分类号: G06V20/69

    CPC分类号: G06V20/69

    摘要: The present disclosure provides for image processing systems and methods for analyzing digital images of biological samples stained for the presence of protein and/or nucleic acid biomarkers and detecting and quantifying signals corresponding to one or more biomarkers. The present disclosure also provides systems and methods for the clinical interpretation of dual ISH slides where the cells to score are selected (e.g. by using one or more cell detection and identification algorithms. By detecting, identifying, and selecting cells for assessment, it is believed that subjectivity is reduced or eliminated. The systems and methods also allow for an increased number of cells to be considered for scoring as compared with manual dot counting methods, thereby increasing detection sensitivity, ultimately enabling improved patient care and treatment.

    GROUP SPARSITY MODEL FOR IMAGE UNMIXING
    8.
    发明公开

    公开(公告)号:US20240135532A1

    公开(公告)日:2024-04-25

    申请号:US18389714

    申请日:2023-12-19

    IPC分类号: G06T7/00 G06T7/90 G06V20/69

    摘要: Systems and methods described herein relate, among other things, to unmixing more than three stains, while preserving the biological constraints of the biomarkers. Unlimited numbers of markers may be unmixed from a limited-channel image, such as an RGB image, without adding any mathematical complicity to the model. Known co-localization information of different biomarkers within the same tissue section enables defining fixed upper bounds for the number of stains at one pixel. A group sparsity model may be leveraged to explicitly model the fractions of stain contributions from the co-localized biomarkers into one group to yield a least squares solution within the group. A sparse solution may be obtained among the groups to ensure that only a small number of groups with a total number of stains being less than the upper bound are activated.